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FireFly: A High-Throughput Hardware Accelerator for Spiking Neural
  Networks with Efficient DSP and Memory Optimization
v1v2v3v4v5 (latest)

FireFly: A High-Throughput Hardware Accelerator for Spiking Neural Networks with Efficient DSP and Memory Optimization

5 January 2023
Jindong Li
Guobin Shen
Dongcheng Zhao
Qian Zhang
Yingda Zeng
ArXiv (abs)PDFHTML

Papers citing "FireFly: A High-Throughput Hardware Accelerator for Spiking Neural Networks with Efficient DSP and Memory Optimization"

9 / 9 papers shown
Boosting the Robustness-Accuracy Trade-off of SNNs by Robust Temporal Self-Ensemble
Boosting the Robustness-Accuracy Trade-off of SNNs by Robust Temporal Self-Ensemble
Jihang Wang
Dongcheng Zhao
Ruolin Chen
Qian Zhang
Yi Zeng
AAML
157
0
0
15 Aug 2025
A Robust, Open-Source Framework for Spiking Neural Networks on Low-End FPGAs
A Robust, Open-Source Framework for Spiking Neural Networks on Low-End FPGAs
Andrew Fan
Simon D. Levy
186
0
0
09 Jul 2025
Lightweight LIF-only SNN accelerator using differential time encoding
Lightweight LIF-only SNN accelerator using differential time encoding
Daniel Windhager
Lothar Ratschbacher
Bernhard A. Moser
Michael Lunglmayr
229
0
0
16 May 2025
SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and $\mathcal{O}(T)$ Complexity
SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and O(T)\mathcal{O}(T)O(T) Complexity
Shihao Zou
Qingfeng Li
Wei Ji
Jingjing Li
Yongkui Yang
Guoqi Li
Chao Dong
359
1
0
15 May 2025
NLS: Natural-Level Synthesis for Hardware Implementation Through GenAI
NLS: Natural-Level Synthesis for Hardware Implementation Through GenAI
Kaiyuan Yang
Huang Ouyang
Xiang Wang
Bingjie Lu
Yanbo Wang
Charith Abhayaratne
Sizhao Li
Long Jin
Tiantai Deng
768
0
0
28 Mar 2025
Spiker+: a framework for the generation of efficient Spiking Neural
  Networks FPGA accelerators for inference at the edge
Spiker+: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edgeIEEE Transactions on Emerging Topics in Computing (IEEE TETC), 2024
Alessio Carpegna
Alessandro Savino
S. Di Carlo
240
27
0
02 Jan 2024
FireFly v2: Advancing Hardware Support for High-Performance Spiking
  Neural Network with a Spatiotemporal FPGA Accelerator
FireFly v2: Advancing Hardware Support for High-Performance Spiking Neural Network with a Spatiotemporal FPGA AcceleratorIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2023
Jindong Li
Guobin Shen
Dongcheng Zhao
Qian Zhang
Yingda Zeng
183
17
0
28 Sep 2023
Gated Attention Coding for Training High-performance and Efficient
  Spiking Neural Networks
Gated Attention Coding for Training High-performance and Efficient Spiking Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2023
Xuerui Qiu
Rui-Jie Zhu
Yuhong Chou
Zhaorui Wang
Liang-Jian Deng
Guoqi Li
253
59
0
12 Aug 2023
BrainCog: A Spiking Neural Network based Brain-inspired Cognitive
  Intelligence Engine for Brain-inspired AI and Brain Simulation
BrainCog: A Spiking Neural Network based Brain-inspired Cognitive Intelligence Engine for Brain-inspired AI and Brain SimulationPatterns (Patterns), 2022
Yi Zeng
Dongcheng Zhao
Feifei Zhao
Guobin Shen
Yiting Dong
...
Xin Liu
Chen-Yu Du
Qingqun Kong
Zizhe Ruan
Weida Bi
187
97
0
18 Jul 2022
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